Twitter-Based Text Classification Using SVM for Weather Information System
Kartika Purwandari, Reza Rahutomo, Join W. C. Sigalingging, Mahisa Ajy Kusuma, Aji Prasetyo, Bens Pardamean · 2021
The popularity of social media amplified the amount of text data that is used to enrich text classification research with machine learning approach. The modernization in weather information system is needed to produce real-time weather information using the involvement of Twitter users. GetOldTweets was used to cover data acquisition from Twitter. Support Vector Machine (SVM) was deployed as a machine learning model for text classification. The result was delivered in Esri Maps features. It facilitated a social sensing for Indonesia weather information system by using Twitter posts from Indonesian users with 93% accuracy.